1.A deep transfer learning method using plain radiographs for the differential diagnosis of osteonecrosis of the femoral head with other hip diseases
Zeqing HUANG ; Yuhao LIU ; Hanjun FANG ; Haicheng CHEN ; Haibin WANG ; Zhenqiu CHEN ; Chi ZHOU
Chinese Journal of Orthopaedics 2023;43(1):72-80
Objective:To develop a deep transfer learning method for the differential diagnosis of osteonecrosis of the femoral head (ONFH) with other common hip diseases using anteroposterior hip radiographs.Methods:Patients suffering from ONFH, DDH, and other hip diseases including primary hip osteoarthritis, non-infectious inflammatory hip disease, and femoral neck fracture treated in the First Affiliated Hospital of Guangzhou University of Chinese Medicine from January 2018 to December 2020 were enrolled in the study. A clinical data set containing anteroposterior hip radiographs of the eligible patients was created. Data augmentation by rotating and flipping images was performed to enlarge the data set, then the data set was divided equally into a training data set and a testing data set. The ResNet-152, a deep neural network model, was used in the study, but the original Batch Normalization was replaced with Transferable Normalization to construct a novel deep transfer learning model. The model was trained to distinguish ONFH and DDH from other common hip diseases using anteroposterior hip radiographs on the training data set and its classification performance was evaluated on the testing data set.Results:The clinical data set was comprised of anteroposterior hip radiographs of 1024 hips, including 542 with ONFH, 296 with DDH, and 186 with other common hip diseases (56 hips with primary osteoarthritis, 85 hips with non-infectious inflammatory osteoarthritis, 45 hips with femoral neck fracture). After data augmentation, the size of the data set multiplied to 6144. The model was trained 100 050 times in each task. Accuracy was used as the representative parameter to evaluate the performance of the model. In the binary classification task to identify ONFH, the best accuracy was 95.80%. As for the multi-classification task for classification of ONFH and DDH from other hip diseases, the best accuracy was 91.40%. The plateau of the model was observed in each task after 50 000 times of training. The mean accuracy in plateaus was 95.35% (95% CI: 95.33%, 95.37%), and 90.85% (95% CI: 90.82%, 90.87%), respectively. Conclusion:The present study proves the encouraging performance of a deep transfer learning method for the first-visit classification of ONFH, DDH, and other hip diseases using the convenient and economical anteroposterior hip radiographs.
2.Low Concentration Contrast Agent and Low Tube Voltage in Light and Moderate Weight’s Abdominal Contrast-enhanced CT Scan
Yaqiong MA ; Gang HUANG ; Zeqing MAO ; Xing ZHOU ; Ping WANG ; Yu LI
Chinese Journal of Medical Imaging 2015;(7):523-526
PurposeTo investigate the feasibility of using low concentration contrast agent and low tube voltage in the light and moderate weight's abdominal contrast-enhanced CT scan, in order to find an optimal solution to reduce radiation dose and iodine intake.Materials and Methods Forty patients with light weight whose body mass indexes (BMI) were lower than 20 kg/m2 were randomly divided into group A1 (n=20) and group B1 (n=20). Meanwhile, another 40 patients with moderate weight whose BMI ranged from 20 kg/m2 to 25 kg/m2 were randomly divided into group A2 (n=20) and group B2 (n=20). Low concentration contrast agent and low tube voltage (Visipaque 270 mgI/ml, 100 kV) were used in both group A1 and group A2 in abdominal enhanced CT scan. While both group B1 and group B2 used conventional scan solution (Omnipaque 300 mgI/ml, 120 kV) in abdominal enhanced CT scan. Then the contrast noise ratio (CNR), the image quality score and the effective radiation dose (ED) were compared among the four groups.Results The CNR and image quality score at artery phase and portal phase were neither significantly different between group A1 and group B1, nor between group A2 and group B2 (t=-1.539-0.000,P>0.05). The CNR and image quality score of the liver at artery phase in group B1 were signiifcantly higher than those in group A2 and group B2 (P<0.05).Conclusion The solution of using low concentration contrast agent and low tube voltage in contrast enhanced scan can achieve the same high quality abdominal image with reduced iodine intake and radiation, compared with the application of conventional enhanced scan; BMI has rather great impact on image quality score at arterial phase and little impact on that at portal phase. So it is suggested that the protocol of liver contrast-enhanced CT scan may choose reduction of voltage at portal phase so as to reduce radiation.
3.Changes of extracellular matrix of nasal mucosa in guinea pig model of prolonged allergic-induced rhinitis.
Manjie JIANG ; Zhiyi WANG ; Jinrong WU ; Yong ZHANG ; Mei ZHOU ; Tianyou WANG ; Zeqing LI ; Qiuping WANG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2013;27(5):255-263
OBJECTIVE:
The aim of this study was to explore the changes of the extracellular matrix in nasal mucosa by a guinea pig model of prolonged allergic-induced rhinitis.
METHOD:
Thirty-two male Hartley guinea pigs were randomly divided into four groups: allergen challenged groups (Group 2 w, Group 6 w and Group 12 w) and a control group. Ovalbumin-sensitized guinea pigs were repeatedly challenged with allergen twice a week from 2 weeks to 12 weeks. Matched control groups were challenged with physiological saline. Nasal mucosa were obtained from the animals killed. Hematoxylin-Eosin, Masson's trichrome, and immunohistochemical staining against transforming growth factor-beta1 (TGF-beta1), Collagen III and Collagen I were performed to nasal mucosa.
RESULT:
(1) Pathological examination showed obvious infiltration of eosinophils and the enlarged thickness of epithelial layer of nasal mucosa in the experiment groups. (2) The area ratios of blue stained in the extracellular matrix of nasal mucosa were increased. The area ratios of blue stained were statistically different in Group 6 w and Group 12 w compared with the control group. (3) The increasing absorbance of TGF-beta1 were statistically different in the experiment groups with the control group. The absorbance of Collagen III and Collagen I showed a rising trend along prolonged allergen challenged in the experiment groups.
CONCLUSION
Prolonged allergen challenge and the inflammation of nasal mucosa, can lead to the increasing of the inflammation relevant factors and the deposit of collagen in the extracellular matrix of nasal mucosa.
Allergens
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immunology
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Animals
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Collagen Type I
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metabolism
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Collagen Type III
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metabolism
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Eosinophils
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immunology
;
Extracellular Matrix
;
immunology
;
metabolism
;
pathology
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Guinea Pigs
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Inflammation
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Male
;
Nasal Mucosa
;
immunology
;
metabolism
;
pathology
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Rhinitis, Allergic, Perennial
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immunology
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metabolism
;
pathology
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Transforming Growth Factor beta1
;
metabolism
4.Prolonged allergen challenge in a guinea pig model of allergic rhinitis leads to nasal mucosa remodeling.
Manjie JIANG ; Zeqing LI ; Jinrong WU ; Mei ZHOU ; Tianyou WANG ; Yong ZHANG ; Zhiyi WANG ; Qiuping WANG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2012;26(5):218-222
OBJECTIVE:
The aim of this study was to use a guinea pig model of prolonged allergic-induced rhinitis to characterize the feature of nasal mucosa remodeling.
METHOD:
Forty-eight male Hartley guinea pigs were randomly divided into six groups: allergen challenged groups (Group OVA(2w) , Group OVA(6w) and Group OVA(12w)) and control groups respectively (Group Sal(2w), Group Sal(6w) and Group Sal(12w)). Each group had 8 guinea pigs. To develop a guinea pig model of nasal mucosa remodeling, ovalbumin-sensitized guinea pigs were repeatedly challenged with allergen twice a week from two weeks to 12 weeks. Matched control groups were challenged with physiological saline. Nasal lavage was performed 24 hours after the last intranasal challenge. Then nasal mucosa were obtained. HE, AB-PAS, MT, and immunohistochemical staining against transforming growth factor-beta1 (TGF-beta1) were performed. Eosinophil cationic protein (ECP) and OVA-special IgE (OVA-sIgE) were detected by ELISA in nasal lavage fluid.
RESULT:
(1) The levels of OVA-sIgE in nasal lavage fluid in Group OVA(6w) and Group OVA(12w) were significantly different from Group OVA(2w), while the levels of ECP had no significant difference among the experiment groups. The levels of OVA-sIgE and ECP in experiment groups were significantly different from control groups respectively (P < 0.01). (2) Grade 0 and Grade 1 of epithelial damage were significantly different in Group OVA(6w) and Group OVA(12w) when compared with from Group OVA(2w) (P < 0.01). At the same time, Grade 0 and Grade 1 of epithelial damage were statistically different in the experiment groups when compared with the respectively control groups (P < 0.05). (3) Goblet gland hyperplasia and collagen deposit within the extracellular matrix (ECM) were easily found in Group OVA(6w) and Group OVA(12w) compared with Group OVA(2w) (P < 0.01). The number of goblet gland and the ratio of collagen deposit were statistically more in Group OVA(6w) and Group OVA(12w) than in Group Sal(6w) and Group Sal(12w) (P < 0.05). That feature of the ratio of collagen deposit did not show in Group OVA(2w) versus Group Sal(2w). (4) Increased TGF-beta1 expressions were observed in Group OVA(6w) and Group OVA(12w) compared with Group OVA(2w) (P < 0.01). Those increasing expressions were also observed in experiment groups rather than in the respectively control groups (P < 0.01).
CONCLUSION
Epithelial damage, goblet cells hyperplasia and collagen deposition in ECM were observed as the features of remodeling in this guinea pig model of allergic rhinitis under prolonged allergen challenge. Epithelial damage, excessive expression of related cytokines and enhancement activity of enzymes were observed in early time after challenge of allergen. The features of goblet cells hyperplasia and collagen deposition in ECM were observed at a later stage.
Airway Remodeling
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Allergens
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immunology
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Animals
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Disease Models, Animal
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Guinea Pigs
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Male
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Nasal Mucosa
;
immunology
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pathology
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Rhinitis, Allergic, Perennial
;
immunology
;
pathology
5.An analysis of physiological load intensity in the course of track and field studies offered in general colleges.
Journal of Biomedical Engineering 2010;27(2):315-319
This investigation was directed to the physiological load intensity in the curricula of track and field studies offered in 8 general colleges. We adopted the sampling survey method and monitored the heart rate of 80 first-year students who were from different grades in 8 colleges and were attending the track and field class. The data collected from these male student show: (1) The pre-exercise heart rate is 80 per minute; the first inflection point appears at 28 minutes after exercise; the heart rate is 132 per minute and the slope is -0.031. (2) The data of exercise load at mobilization stage and at fatigue stage are 90.09 and 104.126 kUw respectively; the data of lasting time are both 28 minutes, and the average heart rates are 133 per minute and 140 per minute respectively. The exercise load is 84.231 kUw at stable stage. (3) When the heart rates are 120-140 per minute and 140-150 per minute respectively, the ratios of load are 32.786% and 31.316% respectively. When the heart rate is 120-150 per minute, the ratio of load is 64.102%. But we are surprised to find that when the heart rate is 150-160 per minute, the ratio of load is only 17.639%. In the analysis of data from this investigation we have noticed that the physiological load intensity is in accord with the changing rule of body function. In order to further adjust the training plan and arrange the load of exercise rationally and promptly, we, the teachers, should pay adequate attention to the heart rate monitoring data on students.
Curriculum
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Female
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Heart Rate
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Humans
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Male
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Physical Education and Training
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Students
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Track and Field
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Universities
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Weight-Bearing
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physiology
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Young Adult
6.Resistance of Pseudomonas aeruginosa and genotyping of the main β-lactamases in China
Zhihui ZHOU ; Fangfang Lü ; Jianying ZHOU ; Yunsong YU ; Ping SHEN ; Zeqing WEI ; Tingting QU
Chinese Journal of Infectious Diseases 2010;28(10):577-581
Objective To investigate the resistance of Pseudomonas aeruginosa and genotyping of the main β-lactamases in China. Methods A total of 645 Pseudomonas aeruginosa isolates were collected from 28 hospitals in 16 cities in China from July 2006 to July 2007. The susceptibilities to 11 kinds of antimicrobial agents were detected by agar dilution or Kirby-Bauer disk diffusion method. The genotypes of β-lactamases including TEM, SHV, CTX-M and OXA of all the strains were detected by polymerase chain reaction (PCR) and sequence analysis. Results The resistance rates of 645 Pseudomonas aeruginosa isolates to antimicrobial agents were high, except those to amikacin and meropenem were lower than 30 %. Two hundred and seventy-five (42. 64 % ) strains were carbapenem and (or) meropenem-nonsusceptible Pseudomonas aeruginosa. Three hundred and sixty-eight (57.05 %) strains were multidrug-resistant Pseudomonas aeruginosa and 20 (3. 10%) strains were pandrug-resistant. The genotyping results of β-lactamases were as follows: 51 stains produced OXA-10 group β-lactamases, 37 were CARB type, 36 were TEM, 35 were PER, 11 were CTX-M, 9 were VEB, 5 were SHV, 24 were metallo-β-lactamases positive and 1 was GES. None of genotypes of plasmidmediated AmpC enzyme and other carbapenemases were detected. CTX-M-13, CTX-M-14,CTX-M-15, CTX-M-3 of extended spetrum β-lactamese were detected in Pseudomonas aeruginosa.Conclusions The situation of Pseudomonas aeruginosa resistances is severe in China. OXA-10 and PSE-1 are the most common genotypes of β-lactamases. The β-lactamases genotyping is different between carbapenem-nonsusceptible and carbapenem-susceptible strains.
7.Two carbapenem-resistant Escherichia coli strains isolated from blood and stool of a same patient
Weiping WANG ; Zhihui ZHOU ; Haifeng SHAO ; Zeqing WEI ; Yunsong YU
Chinese Journal of Infectious Diseases 2010;28(9):529-531
Objective To investigate the resistant mechanism of carbapenem-resistant Escherichia coli and its relationship with endogenous infection. Methods Two carbapenem-resistant Escherichia coli strains were isolated from blood and stool of a same patient, respectively. The minimal inhibition concentrations (MIC) of the two isolates against imipenem and meropenem were determined by E-test. The susceptibility against other antimicrobial agents were done by disc diffusion method. Isoelectric focusing electrophoresis (IEF), polymerase chain reaction (PCR) amplification,cloning and sequencing, conjugation, Southern blotting were carried out to analyze the encoding gene of β-lactamases. Homology analysis of the two strains was done by pulsed field gel electrophoresis (PFGE). Results MIC against imipenem and meropenem of the two strains were both≥32 mg/L.Both strains produced KPC-2 (pI 6.7) and SHV-12 (pI 8.2) β-lactamases. blaKPC2gene was located on a 54 kb transferable plasmid. PFGE showed that the two Escherichia coli strains were derived from the same clone. Conclusions The resistance and enzyme digestion map of chromosome DNA of the two Escherichia coli strains are coincident. The Escherichia coli septicemia of this patient is probably an endogenous infection caused by the immigration of Escherichia coli from the gut.
8.Fabrication of Allogenic Cartilage in A Tube Lined with Epithelium and A Novel Scaffold
You CHENG ; Jinzhong HUANG ; Qiuping WANG ; Zeqing LI ; Tianyou WANG ; Manjie JIANG ; Mei ZHOU
Journal of Audiology and Speech Pathology 2010;18(1):59-62
Objective To study the feasibility of engineering cartilage tissue in a tube lined with epithelium and implanting allogenic chondrocytes into a novel scaffold consisting of chitosan nonwoven cloth coated with poly (DL-lactide-co-glycolide)(PLGA).The focus of the present study is to explore a new way of repairing laryngeal and tracheal defects.Methods Allogenic chondrocytes were obtained from the auricles of 1-month-old rabbits.After being cultured in vitro for three to four passages,the cells were implanted into the scaffolds to form composite grafts and then transplanted into the rabbits.After 6,12,and 18 weeks,the general,histological characteristics were investigated.Results The cobweb-like matrix was observed approximately 1 week after the chondrocytes had been implanted into the scaffolds.At 6 weeks,the matrix was secreted,and there were immature chondrocytes in the grafts.At 12 weeks,the allogenic cartilage in the tube lined with epithelium had been created.Chondrocytes were almost mature and the lacunae had formed.At 18 weeks,the neocartilage was similar to native cartilage.Conclusion It is feasible to fabricate allogenic cartilage in a tube lined with epithelium by implanting allogenic chondrocytes into a novel scaffold made of chitosan nonwoven cloth coated with PLGA.
9.16S rRNA methylase genes in ESBLs-producing Enterobacteriaceae
Xiaoqiang SHEN ; Hua ZHOU ; Shujuan JI ; Zeqing WEI ; Jianpu XU ; Yunsong YU ; Lanjuan LI
Chinese Journal of Clinical Infectious Diseases 2010;3(3):142-144,165
Objective To investigate the prevalence and dissemination mechanism of 16S rRNA methylase genes in extended-spectrum beta-lactamases(ESBLs)-producing Enterobacteriaceae in China.Methods PCR amplification and DNA sequencing were used for screening and identifing 16S rRNA methylase genes and ESBLs genes.Minimal inhibitory concentrations(MICs)of the antimicrobial agents were detected by Etest.Conjugation and plasmid extract were performed to study dissemination mechanism of 16S rRNA methylase genes and ESBLs genes.Results Only one strain.Klebsiella oxytoca strain ZJ157 was screened as positive for armA gene from 447 ESBLs-producing isolates,which also contained CTX-M-15 and TEM-1 genes.It was resistant to aminoglycesides,ciprofloxacin,and most β-lactams,except carbapenems,polymyxin E and tigecyeline.Resistance to amikacin and β-lactams was transferred to a recipient Escherichia coli 600 by conjugation experiment.arntA.CTX-M-15 and TEM-1 genes were detected in the transconjugant.A plasmid about 55 kb was extracted from Klebsiella oxytoca ZJl57 and the transconjugant.Conclusions A 16S rRNA methylase gene armA was detected in an isolate of Klebsiella oxytoca.armA,CTX-M-15 and TEM-1 genes can be co-transferred in the same plasmid leading to multi-drug resistance.
10.Diagnosis of obstructive level in pharynx with obstructive sleep apnea hypopnea syndrome with multiple detector-row spiral CT.
Mei ZHOU ; Manjie JIANG ; You CHENG ; Zeqing LI ; Wei HUANG ; Fei XUE ; Qiuping WANG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2008;22(13):600-602
OBJECTIVE:
To evaluate the diagnostic significance of multiple detector-row spiral CT(MSCT) in patients with obstructive sleep apnea hypopnea syndrome (OSAHS).
METHOD:
Sixty-seven patients with OSAHS and 40 volunteers were scanned. The CT imagings from the nasopharyngeal floor to the glottis obtained. The relevant dimensions of area, diameter, thickness of retropharyngeal tissue were measured in some regions in imagings including nasopharynx, oral pharynx and hypopharynx, as well as the narrowest region in pharynx.
RESULT:
1) The values of area, left-right diameter and front-back diameter of oral pharyngeal imagings of patients with OSAHS were narrowest regions which were (133.5 +/- 32. 9) mm2, (12.5 +/- 2.0) mm, (10.4 +/- 1.8) mm respectively. The value of above parameters of oral pharyngeal imagings of volunteers were (238.5 +/- 46.5) mm2, (20.4 +/- 3.1) mm, (21.1 +/- 4.0) mm respectively. The values of two groups had marked difference by statistics (P< 0.01). 2) The narrowest regions were located in oral pharynx in the imagings of 58 patients with OSAHS, which located in soft palate site in 19 patients, in oral pharynx site in 11 patients and in retro-lingua site in 28 patients. The narrowest regions were located in nasopharynx in the imagings of 3 patients. None of the narrowest region was found in hypopharynx. The narrowest regions, which all located in oral pharynx, were measured in the imagings of 24 volunteers. 3) The values of area, left-right and front-back diameter of the narrowest regions of imaging of 58 patients with OSAHS among 67 patients were (75.6 +/- 17.9) mm2, (10.6 +/- 2.1) mm, (6.9 +/- 1.0) mm respectively. The values of bove parameter of the most narrowest regions of imagings of volunteer were (187.3 +/- 35.6) mm2, (21.4 +/- 4.3) mm, (15.6 +/- 2.7) mm respectively. There were significant difference in statistics among the data of these groups (P < 0.01).
CONCLUSION
The imagings of MSCT may provide accurate diagnosis in OSAHS. Patients with OSAHS always had anatomically narrow in pharynx, especially in oral pharynx.
Adult
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Case-Control Studies
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Female
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Humans
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Male
;
Middle Aged
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Pharynx
;
diagnostic imaging
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Sleep Apnea, Obstructive
;
diagnostic imaging
;
Tomography, Spiral Computed

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